Overview
Brought to you by YData
Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 344.7 KiB |
| Average record size in memory | 353.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Text | 2 |
| Categorical | 2 |
| Numeric | 6 |
Source Latitude is highly overall correlated with Source Longitude | High correlation |
Source Longitude is highly overall correlated with Source Latitude | High correlation |
Timestamp has unique values | Unique |
Source IP has unique values | Unique |
Destination IP has unique values | Unique |
Reproduction
| Analysis started | 2025-02-20 14:50:07.772775 |
|---|---|
| Analysis finished | 2025-02-20 14:50:09.509812 |
| Duration | 1.74 second |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
Timestamp
Date
Unique
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Minimum | 2025-01-06 00:00:00 |
|---|---|
| Maximum | 2025-02-16 15:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Source IP
Text
Unique
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 60.9 KiB |
Length
| Max length | 15 |
|---|---|
| Median length | 14 |
| Mean length | 13.202 |
| Min length | 10 |
Unique
| Unique | 1000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 3.103.66.246 |
|---|---|
| 2nd row | 113.0.159.154 |
| 3rd row | 29.177.12.9 |
| 4th row | 35.15.147.90 |
| 5th row | 37.143.134.196 |
| Value | Count | Frequency (%) |
| 71.131.192.250 | 1 | 0.1% |
| 139.46.139.59 | 1 | 0.1% |
| 3.103.66.246 | 1 | 0.1% |
| 113.0.159.154 | 1 | 0.1% |
| 29.177.12.9 | 1 | 0.1% |
| 35.15.147.90 | 1 | 0.1% |
| 37.143.134.196 | 1 | 0.1% |
| 100.197.188.55 | 1 | 0.1% |
| 134.204.76.80 | 1 | 0.1% |
| 125.108.113.48 | 1 | 0.1% |
| Other values (990) | 990 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2505 | |
| 2 | 1644 | |
| 4 | 823 | 6.2% |
| 3 | 803 | 6.1% |
| 5 | 794 | 6.0% |
| 0 | 764 | 5.8% |
| 9 | 748 | 5.7% |
| 6 | 727 | 5.5% |
| 8 | 713 | 5.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13202 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2505 | |
| 2 | 1644 | |
| 4 | 823 | 6.2% |
| 3 | 803 | 6.1% |
| 5 | 794 | 6.0% |
| 0 | 764 | 5.8% |
| 9 | 748 | 5.7% |
| 6 | 727 | 5.5% |
| 8 | 713 | 5.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13202 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2505 | |
| 2 | 1644 | |
| 4 | 823 | 6.2% |
| 3 | 803 | 6.1% |
| 5 | 794 | 6.0% |
| 0 | 764 | 5.8% |
| 9 | 748 | 5.7% |
| 6 | 727 | 5.5% |
| 8 | 713 | 5.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13202 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2505 | |
| 2 | 1644 | |
| 4 | 823 | 6.2% |
| 3 | 803 | 6.1% |
| 5 | 794 | 6.0% |
| 0 | 764 | 5.8% |
| 9 | 748 | 5.7% |
| 6 | 727 | 5.5% |
| 8 | 713 | 5.4% |
Destination IP
Text
Unique
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 60.9 KiB |
Length
| Max length | 15 |
|---|---|
| Median length | 14 |
| Mean length | 13.202 |
| Min length | 9 |
Unique
| Unique | 1000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 179.237.113.27 |
|---|---|
| 2nd row | 118.239.10.133 |
| 3rd row | 163.155.10.217 |
| 4th row | 55.25.44.11 |
| 5th row | 3.187.29.211 |
| Value | Count | Frequency (%) |
| 221.111.134.190 | 1 | 0.1% |
| 111.112.131.249 | 1 | 0.1% |
| 179.237.113.27 | 1 | 0.1% |
| 118.239.10.133 | 1 | 0.1% |
| 163.155.10.217 | 1 | 0.1% |
| 55.25.44.11 | 1 | 0.1% |
| 3.187.29.211 | 1 | 0.1% |
| 195.39.152.205 | 1 | 0.1% |
| 88.43.230.166 | 1 | 0.1% |
| 96.238.186.112 | 1 | 0.1% |
| Other values (990) | 990 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2518 | |
| 2 | 1611 | |
| 4 | 841 | 6.4% |
| 3 | 830 | 6.3% |
| 5 | 819 | 6.2% |
| 7 | 739 | 5.6% |
| 9 | 734 | 5.6% |
| 8 | 712 | 5.4% |
| 6 | 704 | 5.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13202 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2518 | |
| 2 | 1611 | |
| 4 | 841 | 6.4% |
| 3 | 830 | 6.3% |
| 5 | 819 | 6.2% |
| 7 | 739 | 5.6% |
| 9 | 734 | 5.6% |
| 8 | 712 | 5.4% |
| 6 | 704 | 5.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13202 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2518 | |
| 2 | 1611 | |
| 4 | 841 | 6.4% |
| 3 | 830 | 6.3% |
| 5 | 819 | 6.2% |
| 7 | 739 | 5.6% |
| 9 | 734 | 5.6% |
| 8 | 712 | 5.4% |
| 6 | 704 | 5.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13202 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2518 | |
| 2 | 1611 | |
| 4 | 841 | 6.4% |
| 3 | 830 | 6.3% |
| 5 | 819 | 6.2% |
| 7 | 739 | 5.6% |
| 9 | 734 | 5.6% |
| 8 | 712 | 5.4% |
| 6 | 704 | 5.3% |
Attack Type
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 57.0 KiB |
| Phishing | |
|---|---|
| DDoS | |
| Malware | |
| Ransomware | |
| Insider Threat |
Length
| Max length | 14 |
|---|---|
| Median length | 10 |
| Mean length | 9.188 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Insider Threat |
|---|---|
| 2nd row | Insider Threat |
| 3rd row | Malware |
| 4th row | DDoS |
| 5th row | DDoS |
Common Values
| Value | Count | Frequency (%) |
| Phishing | 176 | |
| DDoS | 176 | |
| Malware | 168 | |
| Ransomware | 166 | |
| Insider Threat | 158 | |
| SQL Injection | 156 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| phishing | 176 | |
| ddos | 176 | |
| malware | 168 | |
| ransomware | 166 | |
| insider | 158 | |
| threat | 158 | |
| sql | 156 | |
| injection | 156 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 826 | 9.0% |
| n | 812 | 8.8% |
| e | 806 | 8.8% |
| i | 666 | 7.2% |
| r | 650 | 7.1% |
| h | 510 | 5.6% |
| s | 500 | 5.4% |
| o | 498 | 5.4% |
| D | 352 | 3.8% |
| w | 334 | 3.6% |
| Other values (16) | 3234 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9188 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 826 | 9.0% |
| n | 812 | 8.8% |
| e | 806 | 8.8% |
| i | 666 | 7.2% |
| r | 650 | 7.1% |
| h | 510 | 5.6% |
| s | 500 | 5.4% |
| o | 498 | 5.4% |
| D | 352 | 3.8% |
| w | 334 | 3.6% |
| Other values (16) | 3234 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9188 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 826 | 9.0% |
| n | 812 | 8.8% |
| e | 806 | 8.8% |
| i | 666 | 7.2% |
| r | 650 | 7.1% |
| h | 510 | 5.6% |
| s | 500 | 5.4% |
| o | 498 | 5.4% |
| D | 352 | 3.8% |
| w | 334 | 3.6% |
| Other values (16) | 3234 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9188 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 826 | 9.0% |
| n | 812 | 8.8% |
| e | 806 | 8.8% |
| i | 666 | 7.2% |
| r | 650 | 7.1% |
| h | 510 | 5.6% |
| s | 500 | 5.4% |
| o | 498 | 5.4% |
| D | 352 | 3.8% |
| w | 334 | 3.6% |
| Other values (16) | 3234 |
Severity
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 53.1 KiB |
| Critical | |
|---|---|
| Low | |
| High | |
| Medium |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 5.267 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Medium |
|---|---|
| 2nd row | Medium |
| 3rd row | Critical |
| 4th row | Low |
| 5th row | Critical |
Common Values
| Value | Count | Frequency (%) |
| Critical | 261 | |
| Low | 255 | |
| High | 245 | |
| Medium | 239 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| critical | 261 | |
| low | 255 | |
| high | 245 | |
| medium | 239 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 1006 | |
| C | 261 | 5.0% |
| r | 261 | 5.0% |
| t | 261 | 5.0% |
| c | 261 | 5.0% |
| a | 261 | 5.0% |
| l | 261 | 5.0% |
| L | 255 | 4.8% |
| o | 255 | 4.8% |
| w | 255 | 4.8% |
| Other values (8) | 1930 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5267 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 1006 | |
| C | 261 | 5.0% |
| r | 261 | 5.0% |
| t | 261 | 5.0% |
| c | 261 | 5.0% |
| a | 261 | 5.0% |
| l | 261 | 5.0% |
| L | 255 | 4.8% |
| o | 255 | 4.8% |
| w | 255 | 4.8% |
| Other values (8) | 1930 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5267 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 1006 | |
| C | 261 | 5.0% |
| r | 261 | 5.0% |
| t | 261 | 5.0% |
| c | 261 | 5.0% |
| a | 261 | 5.0% |
| l | 261 | 5.0% |
| L | 255 | 4.8% |
| o | 255 | 4.8% |
| w | 255 | 4.8% |
| Other values (8) | 1930 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5267 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 1006 | |
| C | 261 | 5.0% |
| r | 261 | 5.0% |
| t | 261 | 5.0% |
| c | 261 | 5.0% |
| a | 261 | 5.0% |
| l | 261 | 5.0% |
| L | 255 | 4.8% |
| o | 255 | 4.8% |
| w | 255 | 4.8% |
| Other values (8) | 1930 |
Attempt Count
Real number (ℝ)
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.025 |
| Minimum | 1 |
|---|---|
| Maximum | 19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 19 |
| Maximum | 19 |
| Range | 18 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 5.5107843 |
|---|---|
| Coefficient of variation (CV) | 0.54970417 |
| Kurtosis | -1.1811198 |
| Mean | 10.025 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.0032340051 |
| Sum | 10025 |
| Variance | 30.368744 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 19 | 63 | 6.3% |
| 16 | 62 | 6.2% |
| 10 | 60 | 6.0% |
| 8 | 58 | 5.8% |
| 6 | 57 | 5.7% |
| 9 | 56 | 5.6% |
| 12 | 56 | 5.6% |
| 2 | 56 | 5.6% |
| 1 | 55 | 5.5% |
| 11 | 55 | 5.5% |
| Other values (9) | 422 |
| Value | Count | Frequency (%) |
| 1 | 55 | |
| 2 | 56 | |
| 3 | 53 | |
| 4 | 47 | |
| 5 | 43 | |
| 6 | 57 | |
| 7 | 46 | |
| 8 | 58 | |
| 9 | 56 | |
| 10 | 60 |
| Value | Count | Frequency (%) |
| 19 | 63 | |
| 18 | 45 | |
| 17 | 54 | |
| 16 | 62 | |
| 15 | 40 | |
| 14 | 48 | |
| 13 | 46 | |
| 12 | 56 | |
| 11 | 55 | |
| 10 | 60 |
Data Volume (MB)
Real number (ℝ)
| Distinct | 628 |
|---|---|
| Distinct (%) | 62.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 499.045 |
| Minimum | 2 |
|---|---|
| Maximum | 999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 50 |
| Q1 | 268.75 |
| median | 504.5 |
| Q3 | 728 |
| 95-th percentile | 954.1 |
| Maximum | 999 |
| Range | 997 |
| Interquartile range (IQR) | 459.25 |
Descriptive statistics
| Standard deviation | 282.69606 |
|---|---|
| Coefficient of variation (CV) | 0.56647408 |
| Kurtosis | -1.0870347 |
| Mean | 499.045 |
| Median Absolute Deviation (MAD) | 230.5 |
| Skewness | 0.011353094 |
| Sum | 499045 |
| Variance | 79917.062 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 611 | 6 | 0.6% |
| 556 | 6 | 0.6% |
| 328 | 6 | 0.6% |
| 805 | 5 | 0.5% |
| 537 | 5 | 0.5% |
| 34 | 5 | 0.5% |
| 28 | 4 | 0.4% |
| 57 | 4 | 0.4% |
| 594 | 4 | 0.4% |
| 803 | 4 | 0.4% |
| Other values (618) | 951 |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 10 | 1 | 0.1% |
| 11 | 1 | 0.1% |
| 12 | 1 | 0.1% |
| 13 | 1 | 0.1% |
| 15 | 2 | |
| 16 | 3 | |
| 17 | 1 | 0.1% |
| 18 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 999 | 1 | 0.1% |
| 998 | 1 | 0.1% |
| 997 | 4 | |
| 996 | 2 | |
| 994 | 2 | |
| 992 | 2 | |
| 990 | 2 | |
| 989 | 2 | |
| 988 | 2 | |
| 987 | 1 | 0.1% |
Source Latitude
Real number (ℝ)
High correlation
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.639337 |
| Minimum | -37.8136 |
|---|---|
| Maximum | 55.9533 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 220 |
| Negative (%) | 22.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -37.8136 |
|---|---|
| 5-th percentile | -37.8136 |
| Q1 | 34.0522 |
| median | 40.7128 |
| Q3 | 49.2827 |
| 95-th percentile | 55.9533 |
| Maximum | 55.9533 |
| Range | 93.7669 |
| Interquartile range (IQR) | 15.2305 |
Descriptive statistics
| Standard deviation | 32.286241 |
|---|---|
| Coefficient of variation (CV) | 1.2119761 |
| Kurtosis | -0.26000825 |
| Mean | 26.639337 |
| Median Absolute Deviation (MAD) | 6.6606 |
| Skewness | -1.2186716 |
| Sum | 26639.337 |
| Variance | 1042.4013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| -27.4698 | 85 | 8.5% |
| 51.5074 | 82 | 8.2% |
| 45.5017 | 74 | 7.4% |
| -37.8136 | 74 | 7.4% |
| 35.0116 | 68 | 6.8% |
| 55.9533 | 68 | 6.8% |
| 34.6937 | 67 | 6.7% |
| 40.7128 | 66 | 6.6% |
| 41.8781 | 66 | 6.6% |
| 35.6895 | 64 | 6.4% |
| Other values (5) | 286 |
| Value | Count | Frequency (%) |
| -37.8136 | 74 | |
| -33.8688 | 61 | |
| -27.4698 | 85 | |
| 34.0522 | 63 | |
| 34.6937 | 67 | |
| 35.0116 | 68 | |
| 35.6895 | 64 | |
| 40.7128 | 66 | |
| 41.8781 | 66 | |
| 43.651 | 59 |
| Value | Count | Frequency (%) |
| 55.9533 | 68 | |
| 53.4808 | 49 | |
| 51.5074 | 82 | |
| 49.2827 | 54 | |
| 45.5017 | 74 | |
| 43.651 | 59 | |
| 41.8781 | 66 | |
| 40.7128 | 66 | |
| 35.6895 | 64 | |
| 35.0116 | 68 |
Source Longitude
Real number (ℝ)
High correlation
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.980866 |
| Minimum | -123.1207 |
|---|---|
| Maximum | 153.0251 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 581 |
| Negative (%) | 58.1% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -123.1207 |
|---|---|
| 5-th percentile | -123.1207 |
| Q1 | -74.006 |
| median | -0.1278 |
| Q3 | 139.6917 |
| 95-th percentile | 153.0251 |
| Maximum | 153.0251 |
| Range | 276.1458 |
| Interquartile range (IQR) | 213.6977 |
Descriptive statistics
| Standard deviation | 106.77383 |
|---|---|
| Coefficient of variation (CV) | 4.2742245 |
| Kurtosis | -1.7034766 |
| Mean | 24.980866 |
| Median Absolute Deviation (MAD) | 118.1159 |
| Skewness | 0.03960214 |
| Sum | 24980.866 |
| Variance | 11400.65 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 153.0251 | 85 | 8.5% |
| -0.1278 | 82 | 8.2% |
| -73.5673 | 74 | 7.4% |
| 144.9631 | 74 | 7.4% |
| 135.7681 | 68 | 6.8% |
| -3.1883 | 68 | 6.8% |
| 135.5023 | 67 | 6.7% |
| -74.006 | 66 | 6.6% |
| -87.6298 | 66 | 6.6% |
| 139.6917 | 64 | 6.4% |
| Other values (5) | 286 |
| Value | Count | Frequency (%) |
| -123.1207 | 54 | |
| -118.2437 | 63 | |
| -87.6298 | 66 | |
| -79.347 | 59 | |
| -74.006 | 66 | |
| -73.5673 | 74 | |
| -3.1883 | 68 | |
| -2.2426 | 49 | |
| -0.1278 | 82 | |
| 135.5023 | 67 |
| Value | Count | Frequency (%) |
| 153.0251 | 85 | |
| 151.2093 | 61 | |
| 144.9631 | 74 | |
| 139.6917 | 64 | |
| 135.7681 | 68 | |
| 135.5023 | 67 | |
| -0.1278 | 82 | |
| -2.2426 | 49 | |
| -3.1883 | 68 | |
| -73.5673 | 74 |
Destination Latitude
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.331025 |
| Minimum | -37.8136 |
|---|---|
| Maximum | 55.9533 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 202 |
| Negative (%) | 20.2% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -37.8136 |
|---|---|
| 5-th percentile | -37.8136 |
| Q1 | 34.0522 |
| median | 40.7128 |
| Q3 | 49.2827 |
| 95-th percentile | 55.9533 |
| Maximum | 55.9533 |
| Range | 93.7669 |
| Interquartile range (IQR) | 15.2305 |
Descriptive statistics
| Standard deviation | 31.628275 |
|---|---|
| Coefficient of variation (CV) | 1.116383 |
| Kurtosis | 0.061075899 |
| Mean | 28.331025 |
| Median Absolute Deviation (MAD) | 6.6606 |
| Skewness | -1.3321182 |
| Sum | 28331.025 |
| Variance | 1000.3478 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 53.4808 | 79 | 7.9% |
| 43.651 | 75 | 7.5% |
| 55.9533 | 72 | 7.2% |
| -27.4698 | 72 | 7.2% |
| 34.0522 | 72 | 7.2% |
| -37.8136 | 69 | 6.9% |
| 45.5017 | 68 | 6.8% |
| 51.5074 | 68 | 6.8% |
| 35.0116 | 65 | 6.5% |
| 40.7128 | 64 | 6.4% |
| Other values (5) | 296 |
| Value | Count | Frequency (%) |
| -37.8136 | 69 | |
| -33.8688 | 61 | |
| -27.4698 | 72 | |
| 34.0522 | 72 | |
| 34.6937 | 61 | |
| 35.0116 | 65 | |
| 35.6895 | 53 | |
| 40.7128 | 64 | |
| 41.8781 | 60 | |
| 43.651 | 75 |
| Value | Count | Frequency (%) |
| 55.9533 | 72 | |
| 53.4808 | 79 | |
| 51.5074 | 68 | |
| 49.2827 | 61 | |
| 45.5017 | 68 | |
| 43.651 | 75 | |
| 41.8781 | 60 | |
| 40.7128 | 64 | |
| 35.6895 | 53 | |
| 35.0116 | 65 |
Destination Longitude
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.351159 |
| Minimum | -123.1207 |
|---|---|
| Maximum | 153.0251 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 619 |
| Negative (%) | 61.9% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -123.1207 |
|---|---|
| 5-th percentile | -123.1207 |
| Q1 | -79.347 |
| median | -2.2426 |
| Q3 | 139.6917 |
| 95-th percentile | 153.0251 |
| Maximum | 153.0251 |
| Range | 276.1458 |
| Interquartile range (IQR) | 219.0387 |
Descriptive statistics
| Standard deviation | 105.72216 |
|---|---|
| Coefficient of variation (CV) | 6.093089 |
| Kurtosis | -1.6395706 |
| Mean | 17.351159 |
| Median Absolute Deviation (MAD) | 116.0011 |
| Skewness | 0.15940795 |
| Sum | 17351.159 |
| Variance | 11177.175 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| -2.2426 | 79 | 7.9% |
| -79.347 | 75 | 7.5% |
| -3.1883 | 72 | 7.2% |
| 153.0251 | 72 | 7.2% |
| -118.2437 | 72 | 7.2% |
| 144.9631 | 69 | 6.9% |
| -73.5673 | 68 | 6.8% |
| -0.1278 | 68 | 6.8% |
| 135.7681 | 65 | 6.5% |
| -74.006 | 64 | 6.4% |
| Other values (5) | 296 |
| Value | Count | Frequency (%) |
| -123.1207 | 61 | |
| -118.2437 | 72 | |
| -87.6298 | 60 | |
| -79.347 | 75 | |
| -74.006 | 64 | |
| -73.5673 | 68 | |
| -3.1883 | 72 | |
| -2.2426 | 79 | |
| -0.1278 | 68 | |
| 135.5023 | 61 |
| Value | Count | Frequency (%) |
| 153.0251 | 72 | |
| 151.2093 | 61 | |
| 144.9631 | 69 | |
| 139.6917 | 53 | |
| 135.7681 | 65 | |
| 135.5023 | 61 | |
| -0.1278 | 68 | |
| -2.2426 | 79 | |
| -3.1883 | 72 | |
| -73.5673 | 68 |
Interactions
Correlations
| Attack Type | Attempt Count | Data Volume (MB) | Destination Latitude | Destination Longitude | Severity | Source Latitude | Source Longitude | |
|---|---|---|---|---|---|---|---|---|
| Attack Type | 1.000 | 0.033 | 0.000 | 0.030 | 0.041 | 0.000 | 0.000 | 0.000 |
| Attempt Count | 0.033 | 1.000 | -0.035 | 0.020 | -0.006 | 0.000 | 0.018 | -0.013 |
| Data Volume (MB) | 0.000 | -0.035 | 1.000 | 0.022 | -0.050 | 0.000 | -0.107 | 0.083 |
| Destination Latitude | 0.030 | 0.020 | 0.022 | 1.000 | -0.489 | 0.031 | 0.051 | -0.046 |
| Destination Longitude | 0.041 | -0.006 | -0.050 | -0.489 | 1.000 | 0.000 | -0.013 | 0.006 |
| Severity | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 1.000 | 0.000 | 0.000 |
| Source Latitude | 0.000 | 0.018 | -0.107 | 0.051 | -0.013 | 0.000 | 1.000 | -0.552 |
| Source Longitude | 0.000 | -0.013 | 0.083 | -0.046 | 0.006 | 0.000 | -0.552 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Timestamp | Source IP | Destination IP | Attack Type | Severity | Attempt Count | Data Volume (MB) | Source Latitude | Source Longitude | Destination Latitude | Destination Longitude | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2025-01-06 00:00:00 | 3.103.66.246 | 179.237.113.27 | Insider Threat | Medium | 9 | 208 | -33.8688 | 151.2093 | 43.6510 | -79.3470 |
| 1 | 2025-01-06 01:00:00 | 113.0.159.154 | 118.239.10.133 | Insider Threat | Medium | 1 | 420 | 45.5017 | -73.5673 | -33.8688 | 151.2093 |
| 2 | 2025-01-06 02:00:00 | 29.177.12.9 | 163.155.10.217 | Malware | Critical | 1 | 69 | 49.2827 | -123.1207 | -33.8688 | 151.2093 |
| 3 | 2025-01-06 03:00:00 | 35.15.147.90 | 55.25.44.11 | DDoS | Low | 5 | 391 | 34.0522 | -118.2437 | 35.0116 | 135.7681 |
| 4 | 2025-01-06 04:00:00 | 37.143.134.196 | 3.187.29.211 | DDoS | Critical | 10 | 899 | 55.9533 | -3.1883 | 45.5017 | -73.5673 |
| 5 | 2025-01-06 05:00:00 | 100.197.188.55 | 195.39.152.205 | Insider Threat | Critical | 2 | 605 | 41.8781 | -87.6298 | 34.6937 | 135.5023 |
| 6 | 2025-01-06 06:00:00 | 61.57.200.3 | 105.115.148.255 | Malware | High | 4 | 78 | -27.4698 | 153.0251 | 43.6510 | -79.3470 |
| 7 | 2025-01-06 07:00:00 | 189.155.119.136 | 40.57.46.190 | SQL Injection | Critical | 11 | 393 | 45.5017 | -73.5673 | -37.8136 | 144.9631 |
| 8 | 2025-01-06 08:00:00 | 71.131.192.250 | 221.111.134.190 | Phishing | Critical | 3 | 674 | 35.0116 | 135.7681 | 53.4808 | -2.2426 |
| 9 | 2025-01-06 09:00:00 | 84.192.205.182 | 182.201.59.170 | Phishing | Critical | 1 | 162 | 55.9533 | -3.1883 | 55.9533 | -3.1883 |
| Timestamp | Source IP | Destination IP | Attack Type | Severity | Attempt Count | Data Volume (MB) | Source Latitude | Source Longitude | Destination Latitude | Destination Longitude | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 2025-02-16 06:00:00 | 73.38.233.186 | 81.253.2.74 | DDoS | Critical | 2 | 956 | 51.5074 | -0.1278 | 45.5017 | -73.5673 |
| 991 | 2025-02-16 07:00:00 | 68.35.52.183 | 162.17.77.133 | Malware | Critical | 6 | 667 | 43.6510 | -79.3470 | 55.9533 | -3.1883 |
| 992 | 2025-02-16 08:00:00 | 162.200.91.197 | 77.132.156.116 | Malware | Critical | 7 | 327 | 43.6510 | -79.3470 | 51.5074 | -0.1278 |
| 993 | 2025-02-16 09:00:00 | 163.134.60.228 | 24.152.168.233 | SQL Injection | Critical | 10 | 860 | 49.2827 | -123.1207 | 43.6510 | -79.3470 |
| 994 | 2025-02-16 10:00:00 | 112.22.41.233 | 106.143.148.85 | Malware | Low | 15 | 414 | 34.6937 | 135.5023 | 51.5074 | -0.1278 |
| 995 | 2025-02-16 11:00:00 | 117.89.71.229 | 3.176.189.141 | Ransomware | Medium | 1 | 396 | -37.8136 | 144.9631 | 41.8781 | -87.6298 |
| 996 | 2025-02-16 12:00:00 | 200.202.151.78 | 182.88.37.88 | Malware | Low | 19 | 28 | -37.8136 | 144.9631 | 34.6937 | 135.5023 |
| 997 | 2025-02-16 13:00:00 | 119.248.18.68 | 166.241.68.111 | Insider Threat | High | 16 | 543 | 35.6895 | 139.6917 | -37.8136 | 144.9631 |
| 998 | 2025-02-16 14:00:00 | 136.63.45.121 | 92.4.189.89 | DDoS | Critical | 6 | 940 | -33.8688 | 151.2093 | -33.8688 | 151.2093 |
| 999 | 2025-02-16 15:00:00 | 139.46.139.59 | 111.112.131.249 | Malware | Medium | 2 | 547 | -33.8688 | 151.2093 | 35.0116 | 135.7681 |